Pandas Profiling Report

Dataset statistics

Number of variables	23
Number of observations	1061151
Missing cells	2808340
Missing cells (%)	11.5%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	186.2 MiB
Average record size in memory	184.0 B

Variable types

Numeric	9
Categorical	12
Unsupported	2

Alerts

`filename` has a high cardinality: 2240 distinct values	High cardinality
`authentihash` has a high cardinality: 852630 distinct values	High cardinality
`file_md5` has a high cardinality: 891260 distinct values	High cardinality
`sha1` has a high cardinality: 891260 distinct values	High cardinality
`sha256` has a high cardinality: 891260 distinct values	High cardinality
`imp_hash` has a high cardinality: 147577 distinct values	High cardinality
`header_hash` has a high cardinality: 115246 distinct values	High cardinality
`ssdeep_hash1` has a high cardinality: 816577 distinct values	High cardinality
`ssdeep_hash2` has a high cardinality: 798116 distinct values	High cardinality
`tlsh` has a high cardinality: 871658 distinct values	High cardinality
`vhash` has a high cardinality: 224152 distinct values	High cardinality
`Unnamed: 0` is highly correlated with `win_count`	High correlation
`win_count` is highly correlated with `Unnamed: 0`	High correlation
`timestamp` is highly correlated with `malicious` and 1 other fields	High correlation
`malicious` is highly correlated with `timestamp` and 1 other fields	High correlation
`undetected` is highly correlated with `timestamp` and 1 other fields	High correlation
`Unnamed: 0` is highly correlated with `win_count`	High correlation
`win_count` is highly correlated with `Unnamed: 0`	High correlation
`malicious` is highly correlated with `undetected`	High correlation
`undetected` is highly correlated with `malicious`	High correlation
`Unnamed: 0` is highly correlated with `win_count`	High correlation
`win_count` is highly correlated with `Unnamed: 0`	High correlation
`malicious` is highly correlated with `undetected`	High correlation
`undetected` is highly correlated with `malicious`	High correlation
`Unnamed: 0` is highly correlated with `win_count`	High correlation
`win_count` is highly correlated with `Unnamed: 0`	High correlation
`filetype` is highly correlated with `malicious` and 1 other fields	High correlation
`malicious` is highly correlated with `filetype` and 1 other fields	High correlation
`undetected` is highly correlated with `filetype` and 1 other fields	High correlation
`imp_hash` has 152315 (14.4%) missing values	Missing
`icon_dhash` has 1061151 (100.0%) missing values	Missing
`icon_raw_md5` has 1061151 (100.0%) missing values	Missing
`header_hash` has 494704 (46.6%) missing values	Missing
`vhash` has 37683 (3.6%) missing values	Missing
`codesize` is highly skewed (γ1 = 37.86969189)	Skewed
`ssdeep_blocksize` is highly skewed (γ1 = 21.88682593)	Skewed
`Unnamed: 0` is uniformly distributed	Uniform
`Unnamed: 0` has unique values	Unique
`icon_dhash` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`icon_raw_md5` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`codesize` has 45268 (4.3%) zeros	Zeros
`timestamp` has 33654 (3.2%) zeros	Zeros
`malicious` has 376198 (35.5%) zeros	Zeros
`resources_len` has 232332 (21.9%) zeros	Zeros
`sections_len` has 37023 (3.5%) zeros	Zeros

Reproduction

Analysis started	2022-08-08 01:26:49.784215
Analysis finished	2022-08-08 01:28:45.946229
Duration	1 minute and 56.16 seconds
Software version	pandas-profiling v3.2.0
Download configuration	config.json

Unnamed: 0
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIFORM
UNIQUE

Distinct	1061151
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	530575

Minimum	0
Maximum	1061150
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	8.1 MiB

Quantile statistics

Minimum	0
5-th percentile	53057.5
Q1	265287.5
median	530575
Q3	795862.5
95-th percentile	1008092.5
Maximum	1061150
Range	1061150
Interquartile range (IQR)	530575

Descriptive statistics

Standard deviation	306328.0521
Coefficient of variation (CV)	0.5773510853
Kurtosis	-1.2
Mean	530575
Median Absolute Deviation (MAD)	265288
Skewness	2.251671058 × 10^-15
Sum	5.630201918 × 10¹¹
Variance	9.38368755 × 10¹⁰
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1	< 0.1%
707456	1	< 0.1%
707426	1	< 0.1%
707427	1	< 0.1%
707428	1	< 0.1%
707429	1	< 0.1%
707430	1	< 0.1%
707431	1	< 0.1%
707432	1	< 0.1%
707433	1	< 0.1%
Other values (1061141)	1061141	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
1	1	< 0.1%
2	1	< 0.1%
3	1	< 0.1%
4	1	< 0.1%
5	1	< 0.1%
6	1	< 0.1%
7	1	< 0.1%
8	1	< 0.1%
9	1	< 0.1%

Value	Count	Frequency (%)
1061150	1	< 0.1%
1061149	1	< 0.1%
1061148	1	< 0.1%
1061147	1	< 0.1%
1061146	1	< 0.1%
1061145	1	< 0.1%
1061144	1	< 0.1%
1061143	1	< 0.1%
1061142	1	< 0.1%
1061141	1	< 0.1%

filename
Categorical

HIGH CARDINALITY

Distinct	2240
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	8.1 MiB

2022042601/2022042601_4	1994
2022042501/2022042501_7	1935
2022042600/2022042600_52	1885
2022042501/2022042501_6	1863
2022042600/2022042600_59	1845
Other values (2235)	1051629

Length

Max length	24
Median length	24
Mean length	23.83118331
Min length	23

Characters and Unicode

Total characters	25288484
Distinct characters	12
Distinct categories	3 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2022042404/2022042404_42
2nd row	2022042404/2022042404_42
3rd row	2022042404/2022042404_42
4th row	2022042404/2022042404_42
5th row	2022042404/2022042404_42

Common Values

Value	Count	Frequency (%)
2022042601/2022042601_4	1994	0.2%
2022042501/2022042501_7	1935	0.2%
2022042600/2022042600_52	1885	0.2%
2022042501/2022042501_6	1863	0.2%
2022042600/2022042600_59	1845	0.2%
2022042600/2022042600_49	1843	0.2%
2022042501/2022042501_5	1812	0.2%
2022042600/2022042600_51	1802	0.2%
2022042601/2022042601_3	1778	0.2%
2022042600/2022042600_58	1772	0.2%
Other values (2230)	1042622	98.3%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
2022042601/2022042601_4	1994	0.2%
2022042501/2022042501_7	1935	0.2%
2022042600/2022042600_52	1885	0.2%
2022042501/2022042501_6	1863	0.2%
2022042600/2022042600_59	1845	0.2%
2022042600/2022042600_49	1843	0.2%
2022042501/2022042501_5	1812	0.2%
2022042600/2022042600_51	1802	0.2%
2022042601/2022042601_3	1778	0.2%
2022042600/2022042600_58	1772	0.2%
Other values (2230)	1042622	98.3%

Most occurring characters

Value	Count	Frequency (%)
2	9195823	36.4%
0	6029202	23.8%
4	3579240	14.2%
5	1246691	4.9%
1	1062135	4.2%
/	1061151	4.2%
_	1061151	4.2%
6	937909	3.7%
3	462611	1.8%
7	231657	0.9%
Other values (2)	420914	1.7%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	23166182	91.6%
Other Punctuation	1061151	4.2%
Connector Punctuation	1061151	4.2%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
2	9195823	39.7%
0	6029202	26.0%
4	3579240	15.5%
5	1246691	5.4%
1	1062135	4.6%
6	937909	4.0%
3	462611	2.0%
7	231657	1.0%
9	221321	1.0%
8	199593	0.9%

Other Punctuation

Value	Count	Frequency (%)
/	1061151	100.0%

Connector Punctuation

Value	Count	Frequency (%)
_	1061151	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	25288484	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
2	9195823	36.4%
0	6029202	23.8%
4	3579240	14.2%
5	1246691	4.9%
1	1062135	4.2%
/	1061151	4.2%
_	1061151	4.2%
6	937909	3.7%
3	462611	1.8%
7	231657	0.9%
Other values (2)	420914	1.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	25288484	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
2	9195823	36.4%
0	6029202	23.8%
4	3579240	14.2%
5	1246691	4.9%
1	1062135	4.2%
/	1061151	4.2%
_	1061151	4.2%
6	937909	3.7%
3	462611	1.8%
7	231657	0.9%
Other values (2)	420914	1.7%

win_count
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	654379
Distinct (%)	61.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	279732.2892

Minimum	1
Maximum	654379
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	8.1 MiB

Quantile statistics

Minimum	1
5-th percentile	26529.5
Q1	132644.5
median	265288
Q3	397932
95-th percentile	601321.5
Maximum	654379
Range	654378
Interquartile range (IQR)	265287.5

Descriptive statistics

Standard deviation	175824.4833
Coefficient of variation (CV)	0.6285455421
Kurtosis	-0.8622722788
Mean	279732.2892
Median Absolute Deviation (MAD)	132644
Skewness	0.3344169372
Sum	2.968381984 × 10¹¹
Variance	3.091424894 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	2	< 0.1%
271192	2	< 0.1%
271190	2	< 0.1%
271189	2	< 0.1%
271188	2	< 0.1%
271187	2	< 0.1%
271186	2	< 0.1%
271185	2	< 0.1%
271184	2	< 0.1%
271183	2	< 0.1%
Other values (654369)	1061131	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	2	< 0.1%
2	2	< 0.1%
3	2	< 0.1%
4	2	< 0.1%
5	2	< 0.1%
6	2	< 0.1%
7	2	< 0.1%
8	2	< 0.1%
9	2	< 0.1%
10	2	< 0.1%

Value	Count	Frequency (%)
654379	1	< 0.1%
654378	1	< 0.1%
654377	1	< 0.1%
654376	1	< 0.1%
654375	1	< 0.1%
654374	1	< 0.1%
654373	1	< 0.1%
654372	1	< 0.1%
654371	1	< 0.1%
654370	1	< 0.1%

authentihash
Categorical

HIGH CARDINALITY

Distinct	852630
Distinct (%)	80.4%
Missing	201
Missing (%)	< 0.1%
Memory size	8.1 MiB

b8fe3efe3ab6a568f24bd50336c9d0bcffc15602380c0671d0ff7b4c9edd0404	1148
305a14f981347997d7fd9f421cddb15872afd0a933187e9e1a51d6e737e3ea37	403
4298f97463766116e35d6152205935df924e4627b4bd6754220fe6afb7882d3f	356
4f553d732da7808e51ec04d2883929d7dcff16aa3993a6572bc043e97b4f27c5	342
12aa793d342c280a62cad6e3cbe1f74aa3129acc1f1cfcd05d6d0f6c8aee20ae	305
Other values (852625)	1058396

Length

Max length	64
Median length	64
Mean length	64
Min length	64

Characters and Unicode

Total characters	67900800
Distinct characters	16
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	779890 ?
Unique (%)	73.5%

Sample

1st row	a974d4fa617685b5e963ca760e89d866c077e7d33803f6d91031ebd7565711b5
2nd row	e3558e3e31f9056644987b13d1d5e0dd08386a913b1f600c981fea24b4f7b87f
3rd row	1cb6f7ee0d88e3dcfcf846f0c6759b2916343a4c72efe2e27e364148950b24c5
4th row	2af7ca37a35d181aa744a1f3441ded69346d443726a63507f21688d2e8e8fecc
5th row	9085a1b3f841a9c72ed6b86794ef80397384694b6153b9fb1fdd7ab432dbaa26

Common Values

Value	Count	Frequency (%)
b8fe3efe3ab6a568f24bd50336c9d0bcffc15602380c0671d0ff7b4c9edd0404	1148	0.1%
305a14f981347997d7fd9f421cddb15872afd0a933187e9e1a51d6e737e3ea37	403	< 0.1%
4298f97463766116e35d6152205935df924e4627b4bd6754220fe6afb7882d3f	356	< 0.1%
4f553d732da7808e51ec04d2883929d7dcff16aa3993a6572bc043e97b4f27c5	342	< 0.1%
12aa793d342c280a62cad6e3cbe1f74aa3129acc1f1cfcd05d6d0f6c8aee20ae	305	< 0.1%
9cbc6e30026e5d4fd02e2b1b98a38a6f196ed923411ab70742b1de877098bc26	298	< 0.1%
a317486af445e8c765efe7ef5c1ebf7870ffd474c43d458e6c29fff5acff9d94	288	< 0.1%
f33b97b833de679a02398eda1698ca7ef55bb1725180ff5078c0bcf727ca1651	280	< 0.1%
5a5fbfc662e235b30fbbc399c01363553cfe251c81596082d4f806754a03a8d5	244	< 0.1%
687cd72c218ba9f3a6a2de5279c2dd509d075a2afadd9c86bd59f17dcce89f4f	235	< 0.1%
Other values (852620)	1057051	99.6%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
b8fe3efe3ab6a568f24bd50336c9d0bcffc15602380c0671d0ff7b4c9edd0404	1148	0.1%
305a14f981347997d7fd9f421cddb15872afd0a933187e9e1a51d6e737e3ea37	403	< 0.1%
4298f97463766116e35d6152205935df924e4627b4bd6754220fe6afb7882d3f	356	< 0.1%
4f553d732da7808e51ec04d2883929d7dcff16aa3993a6572bc043e97b4f27c5	342	< 0.1%
12aa793d342c280a62cad6e3cbe1f74aa3129acc1f1cfcd05d6d0f6c8aee20ae	305	< 0.1%
9cbc6e30026e5d4fd02e2b1b98a38a6f196ed923411ab70742b1de877098bc26	298	< 0.1%
a317486af445e8c765efe7ef5c1ebf7870ffd474c43d458e6c29fff5acff9d94	288	< 0.1%
f33b97b833de679a02398eda1698ca7ef55bb1725180ff5078c0bcf727ca1651	280	< 0.1%
5a5fbfc662e235b30fbbc399c01363553cfe251c81596082d4f806754a03a8d5	244	< 0.1%
687cd72c218ba9f3a6a2de5279c2dd509d075a2afadd9c86bd59f17dcce89f4f	235	< 0.1%
Other values (852620)	1057051	99.6%

Most occurring characters

Value	Count	Frequency (%)
f	4252208	6.3%
0	4250801	6.3%
2	4248869	6.3%
d	4247865	6.3%
c	4247047	6.3%
8	4245730	6.3%
a	4245706	6.3%
7	4244921	6.3%
6	4242841	6.2%
9	4242430	6.2%
Other values (6)	25432382	37.5%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	42432500	62.5%
Lowercase Letter	25468300	37.5%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	4250801	10.0%
2	4248869	10.0%
8	4245730	10.0%
7	4244921	10.0%
6	4242841	10.0%
9	4242430	10.0%
3	4242137	10.0%
4	4239395	10.0%
5	4238300	10.0%
1	4237076	10.0%

Lowercase Letter

Value	Count	Frequency (%)
f	4252208	16.7%
d	4247865	16.7%
c	4247047	16.7%
a	4245706	16.7%
b	4241940	16.7%
e	4233534	16.6%

Most occurring scripts

Value	Count	Frequency (%)
Common	42432500	62.5%
Latin	25468300	37.5%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	4250801	10.0%
2	4248869	10.0%
8	4245730	10.0%
7	4244921	10.0%
6	4242841	10.0%
9	4242430	10.0%
3	4242137	10.0%
4	4239395	10.0%
5	4238300	10.0%
1	4237076	10.0%

Latin

Value	Count	Frequency (%)
f	4252208	16.7%
d	4247865	16.7%
c	4247047	16.7%
a	4245706	16.7%
b	4241940	16.7%
e	4233534	16.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	67900800	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
f	4252208	6.3%
0	4250801	6.3%
2	4248869	6.3%
d	4247865	6.3%
c	4247047	6.3%
8	4245730	6.3%
a	4245706	6.3%
7	4244921	6.3%
6	4242841	6.2%
9	4242430	6.2%
Other values (6)	25432382	37.5%

filetype
Categorical

HIGH CORRELATION

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	8.1 MiB

Win32 EXE	672198
Win32 DLL	196080
Win64 EXE	114157
Win64 DLL	78590
Win16 EXE	126

Length

Max length	9
Median length	9
Mean length	9
Min length	9

Characters and Unicode

Total characters	9550359
Distinct characters	13
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Win32 EXE
2nd row	Win32 EXE
3rd row	Win64 DLL
4th row	Win32 DLL
5th row	Win32 EXE

Common Values

Value	Count	Frequency (%)
Win32 EXE	672198	63.3%
Win32 DLL	196080	18.5%
Win64 EXE	114157	10.8%
Win64 DLL	78590	7.4%
Win16 EXE	126	< 0.1%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
win32	868278	40.9%
exe	786481	37.1%
dll	274670	12.9%
win64	192747	9.1%
win16	126	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
E	1572962	16.5%
W	1061151	11.1%
i	1061151	11.1%
n	1061151	11.1%
	1061151	11.1%
3	868278	9.1%
2	868278	9.1%
X	786481	8.2%
L	549340	5.8%
D	274670	2.9%
Other values (3)	385746	4.0%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	4244604	44.4%
Lowercase Letter	2122302	22.2%
Decimal Number	2122302	22.2%
Space Separator	1061151	11.1%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
E	1572962	37.1%
W	1061151	25.0%
X	786481	18.5%
L	549340	12.9%
D	274670	6.5%

Decimal Number

Value	Count	Frequency (%)
3	868278	40.9%
2	868278	40.9%
6	192873	9.1%
4	192747	9.1%
1	126	< 0.1%

Lowercase Letter

Value	Count	Frequency (%)
i	1061151	50.0%
n	1061151	50.0%

Space Separator

Value	Count	Frequency (%)
	1061151	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	6366906	66.7%
Common	3183453	33.3%

Most frequent character per script

Latin

Value	Count	Frequency (%)
E	1572962	24.7%
W	1061151	16.7%
i	1061151	16.7%
n	1061151	16.7%
X	786481	12.4%
L	549340	8.6%
D	274670	4.3%

Common

Value	Count	Frequency (%)
	1061151	33.3%
3	868278	27.3%
2	868278	27.3%
6	192873	6.1%
4	192747	6.1%
1	126	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	9550359	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
E	1572962	16.5%
W	1061151	11.1%
i	1061151	11.1%
n	1061151	11.1%
	1061151	11.1%
3	868278	9.1%
2	868278	9.1%
X	786481	8.2%
L	549340	5.8%
D	274670	2.9%
Other values (3)	385746	4.0%

codesize
Real number (ℝ)

SKEWED
ZEROS

Distinct	20474
Distinct (%)	1.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1853791.082

Minimum	-1
Maximum	4294967295
Zeros	45268
Zeros (%)	4.3%
Negative	142
Negative (%)	< 0.1%
Memory size	8.1 MiB

Quantile statistics

Minimum	-1
5-th percentile	1024
Q1	22016
median	73728
Q3	245760
95-th percentile	2097664
Maximum	4294967295
Range	4294967296
Interquartile range (IQR)	223744

Descriptive statistics

Standard deviation	47657757.03
Coefficient of variation (CV)	25.70826749
Kurtosis	1506.324443
Mean	1853791.082
Median Absolute Deviation (MAD)	68096
Skewness	37.86969189
Sum	1.967152261 × 10¹²
Variance	2.271261805 × 10¹⁵
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
184320	54305	5.1%
0	45268	4.3%
245760	44395	4.2%
8192	29864	2.8%
26624	25671	2.4%
20480	25445	2.4%
118784	21532	2.0%
61440	21323	2.0%
5632	19888	1.9%
57344	19569	1.8%
Other values (20464)	753891	71.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-1	142	< 0.1%
0	45268	4.3%
5	14	< 0.1%
8	4	< 0.1%
16	4	< 0.1%
32	11	< 0.1%
48	1	< 0.1%
64	1	< 0.1%
96	2	< 0.1%
100	49	< 0.1%

Value	Count	Frequency (%)
4294967295	2	< 0.1%
4294955008	1	< 0.1%
2063898536	1	< 0.1%
2042660165	2	< 0.1%
1958346156	2	< 0.1%
1766614113	731	0.1%
1684107084	1	< 0.1%
1642404874	1	< 0.1%
1633718467	1	< 0.1%
1600941157	1	< 0.1%

timestamp
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct	139
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1950.535937

Minimum	-1
Maximum	2106
Zeros	33654
Zeros (%)	3.2%
Negative	142
Negative (%)	< 0.1%
Memory size	8.1 MiB

Quantile statistics

Minimum	-1
5-th percentile	1992
Q1	2008
median	2014
Q3	2021
95-th percentile	2036
Maximum	2106
Range	2107
Interquartile range (IQR)	13

Descriptive statistics

Standard deviation	354.190968
Coefficient of variation (CV)	0.1815864867
Kurtosis	26.29449487
Mean	1950.535937
Median Absolute Deviation (MAD)	7
Skewness	-5.311894641
Sum	2069813160
Variance	125451.2418
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1992	151696	14.3%
2021	150735	14.2%
2022	139239	13.1%
2014	74341	7.0%
2008	62226	5.9%
2019	47999	4.5%
2013	44190	4.2%
2020	42357	4.0%
0	33654	3.2%
2011	32420	3.1%
Other values (129)	282294	26.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-1	142	< 0.1%
0	33654	3.2%
1970	4419	0.4%
1971	174	< 0.1%
1972	505	< 0.1%
1973	437	< 0.1%
1974	137	< 0.1%
1975	120	< 0.1%
1976	128	< 0.1%
1977	98	< 0.1%

Value	Count	Frequency (%)
2106	403	< 0.1%
2105	645	0.1%
2104	704	0.1%
2103	624	0.1%
2102	783	0.1%
2101	700	0.1%
2100	754	0.1%
2099	1107	0.1%
2098	661	0.1%
2097	684	0.1%

malicious
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	67
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	26.5042355

Minimum	0
Maximum	66
Zeros	376198
Zeros (%)	35.5%
Negative	0
Negative (%)	0.0%
Memory size	8.1 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	29
Q3	52
95-th percentile	58
Maximum	66
Range	66
Interquartile range (IQR)	52

Descriptive statistics

Standard deviation	25.18173389
Coefficient of variation (CV)	0.9501022542
Kurtosis	-1.862616266
Mean	26.5042355
Median Absolute Deviation (MAD)	27
Skewness	0.0377217593
Sum	28124996
Variance	634.1197217
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	376198	35.5%
1	52207	4.9%
53	41449	3.9%
54	40366	3.8%
52	39704	3.7%
55	38474	3.6%
51	37730	3.6%
56	36200	3.4%
50	32753	3.1%
57	30986	2.9%
Other values (57)	335084	31.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	376198	35.5%
1	52207	4.9%
2	21169	2.0%
3	11550	1.1%
4	9437	0.9%
5	6424	0.6%
6	5525	0.5%
7	3458	0.3%
8	2295	0.2%
9	1974	0.2%

Value	Count	Frequency (%)
66	5	< 0.1%
65	44	< 0.1%
64	283	< 0.1%
63	1047	0.1%
62	2421	0.2%
61	5647	0.5%
60	12772	1.2%
59	20042	1.9%
58	24559	2.3%
57	30986	2.9%

undetected
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	67
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	40.90598134

Minimum	3
Maximum	69
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	8.1 MiB

Quantile statistics

Minimum	3
5-th percentile	11
Q1	16
median	38
Q3	67
95-th percentile	68
Maximum	69
Range	66
Interquartile range (IQR)	51

Descriptive statistics

Standard deviation	24.55485004
Coefficient of variation (CV)	0.6002752957
Kurtosis	-1.858299545
Mean	40.90598134
Median Absolute Deviation (MAD)	26
Skewness	-0.01457146229
Sum	43407423
Variance	602.9406606
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
68	144544	13.6%
67	141545	13.3%
66	62342	5.9%
16	43624	4.1%
15	42662	4.0%
14	42229	4.0%
17	41052	3.9%
13	40636	3.8%
18	37465	3.5%
12	35001	3.3%
Other values (57)	430051	40.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3	8	< 0.1%
4	77	< 0.1%
5	381	< 0.1%
6	1389	0.1%
7	3152	0.3%
8	7085	0.7%
9	16152	1.5%
10	24521	2.3%
11	28739	2.7%
12	35001	3.3%

Value	Count	Frequency (%)
69	29226	2.8%
68	144544	13.6%
67	141545	13.3%
66	62342	5.9%
65	30372	2.9%
64	19367	1.8%
63	16360	1.5%
62	13095	1.2%
61	8953	0.8%
60	6367	0.6%

resources_len
Real number (ℝ_≥0)

ZEROS

Distinct	104
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10.50818969

Minimum	0
Maximum	138
Zeros	232332
Zeros (%)	21.9%
Negative	0
Negative (%)	0.0%
Memory size	8.1 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	2
Q3	9
95-th percentile	58
Maximum	138
Range	138
Interquartile range (IQR)	8

Descriptive statistics

Standard deviation	20.66338072
Coefficient of variation (CV)	1.966407281
Kurtosis	8.635888261
Mean	10.50818969
Median Absolute Deviation (MAD)	2
Skewness	2.970305327
Sum	11150776
Variance	426.9753028
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	232332	21.9%
1	174397	16.4%
2	146571	13.8%
4	102507	9.7%
3	41088	3.9%
7	25743	2.4%
6	25620	2.4%
101	24348	2.3%
8	22019	2.1%
14	21881	2.1%
Other values (94)	244645	23.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	232332	21.9%
1	174397	16.4%
2	146571	13.8%
3	41088	3.9%
4	102507	9.7%
5	18896	1.8%
6	25620	2.4%
7	25743	2.4%
8	22019	2.1%
9	18691	1.8%

Value	Count	Frequency (%)
138	1	< 0.1%
104	2	< 0.1%
101	24348	2.3%
100	130	< 0.1%
99	153	< 0.1%
98	154	< 0.1%
97	190	< 0.1%
96	183	< 0.1%
95	241	< 0.1%
94	166	< 0.1%

sections_len
Real number (ℝ_≥0)

ZEROS

Distinct	51
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.124878552

Minimum	0
Maximum	50
Zeros	37023
Zeros (%)	3.5%
Negative	0
Negative (%)	0.0%
Memory size	8.1 MiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	3
median	5
Q3	7
95-th percentile	9
Maximum	50
Range	50
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	2.792256226
Coefficient of variation (CV)	0.5448433943
Kurtosis	28.74208387
Mean	5.124878552
Median Absolute Deviation (MAD)	2
Skewness	2.511070745
Sum	5438270
Variance	7.79669483
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3	281943	26.6%
5	161065	15.2%
8	155027	14.6%
6	138391	13.0%
4	97750	9.2%
7	59349	5.6%
2	44258	4.2%
0	37023	3.5%
9	28947	2.7%
10	20792	2.0%
Other values (41)	36606	3.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	37023	3.5%
1	12170	1.1%
2	44258	4.2%
3	281943	26.6%
4	97750	9.2%
5	161065	15.2%
6	138391	13.0%
7	59349	5.6%
8	155027	14.6%
9	28947	2.7%

Value	Count	Frequency (%)
50	321	< 0.1%
49	11	< 0.1%
48	11	< 0.1%
47	7	< 0.1%
46	14	< 0.1%
45	10	< 0.1%
44	16	< 0.1%
43	26	< 0.1%
42	22	< 0.1%
41	11	< 0.1%

file_md5
Categorical

HIGH CARDINALITY

Distinct	891260
Distinct (%)	84.0%
Missing	0
Missing (%)	0.0%
Memory size	8.1 MiB

2256763ecbf80010868c2103c96508d7	93
a1d9fa444336e5aa7670e3a4b1890c62	87
43058042a2f1f48a7fb344b454c2511a	86
671f930a5aab156c21d6c2afc9c8827d	86
a35188bdbdb5ecaebea22e3ddd6c95fd	85
Other values (891255)	1060714

Length

Max length	32
Median length	32
Mean length	32
Min length	32

Characters and Unicode

Total characters	33956832
Distinct characters	16
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	824083 ?
Unique (%)	77.7%

Sample

1st row	c041a5a3fb1337b533b9b4be0ceb720d
2nd row	d5f4e9ca6eb5485ec6e45e2e38ac0919
3rd row	7f93bdeff761a2384dd118bee08b8977
4th row	a0a868691d98f5218a9664515a167d1d
5th row	2d5a50ea51c9701678fe055aa7691e52

Common Values

Value	Count	Frequency (%)
2256763ecbf80010868c2103c96508d7	93	< 0.1%
a1d9fa444336e5aa7670e3a4b1890c62	87	< 0.1%
43058042a2f1f48a7fb344b454c2511a	86	< 0.1%
671f930a5aab156c21d6c2afc9c8827d	86	< 0.1%
a35188bdbdb5ecaebea22e3ddd6c95fd	85	< 0.1%
ea373fac8ae138602dd4ce03a82b5693	85	< 0.1%
e613181ec16ae48792b1e9afb9df394f	85	< 0.1%
44e487c213e965be2ebf3f29c9d2a4a7	85	< 0.1%
0c205c1f5b47e28533a60633e5f3ad63	85	< 0.1%
a57e97dc9a2246383609e06c91dacceb	84	< 0.1%
Other values (891250)	1060290	99.9%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
2256763ecbf80010868c2103c96508d7	93	< 0.1%
a1d9fa444336e5aa7670e3a4b1890c62	87	< 0.1%
43058042a2f1f48a7fb344b454c2511a	86	< 0.1%
671f930a5aab156c21d6c2afc9c8827d	86	< 0.1%
a35188bdbdb5ecaebea22e3ddd6c95fd	85	< 0.1%
ea373fac8ae138602dd4ce03a82b5693	85	< 0.1%
e613181ec16ae48792b1e9afb9df394f	85	< 0.1%
44e487c213e965be2ebf3f29c9d2a4a7	85	< 0.1%
0c205c1f5b47e28533a60633e5f3ad63	85	< 0.1%
a57e97dc9a2246383609e06c91dacceb	84	< 0.1%
Other values (891250)	1060290	99.9%

Most occurring characters

Value	Count	Frequency (%)
f	2132894	6.3%
0	2129888	6.3%
d	2128798	6.3%
c	2127792	6.3%
e	2126124	6.3%
a	2124110	6.3%
3	2122092	6.2%
1	2121980	6.2%
7	2121724	6.2%
5	2119896	6.2%
Other values (6)	12701534	37.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	21199498	62.4%
Lowercase Letter	12757334	37.6%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	2129888	10.0%
3	2122092	10.0%
1	2121980	10.0%
7	2121724	10.0%
5	2119896	10.0%
4	2118593	10.0%
8	2117956	10.0%
9	2117089	10.0%
2	2115616	10.0%
6	2114664	10.0%

Lowercase Letter

Value	Count	Frequency (%)
f	2132894	16.7%
d	2128798	16.7%
c	2127792	16.7%
e	2126124	16.7%
a	2124110	16.7%
b	2117616	16.6%

Most occurring scripts

Value	Count	Frequency (%)
Common	21199498	62.4%
Latin	12757334	37.6%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	2129888	10.0%
3	2122092	10.0%
1	2121980	10.0%
7	2121724	10.0%
5	2119896	10.0%
4	2118593	10.0%
8	2117956	10.0%
9	2117089	10.0%
2	2115616	10.0%
6	2114664	10.0%

Latin

Value	Count	Frequency (%)
f	2132894	16.7%
d	2128798	16.7%
c	2127792	16.7%
e	2126124	16.7%
a	2124110	16.7%
b	2117616	16.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	33956832	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
f	2132894	6.3%
0	2129888	6.3%
d	2128798	6.3%
c	2127792	6.3%
e	2126124	6.3%
a	2124110	6.3%
3	2122092	6.2%
1	2121980	6.2%
7	2121724	6.2%
5	2119896	6.2%
Other values (6)	12701534	37.4%

sha1
Categorical

HIGH CARDINALITY

Distinct	891260
Distinct (%)	84.0%
Missing	0
Missing (%)	0.0%
Memory size	8.1 MiB

5f4a3a5a447ed1440fc5b69d841cd0e6a14b9b00	93
1531d59e4db99a972831cd81e3d931b1ed82df53	87
58701205375be620edb637aa759c79865870da06	86
380fb12ec8851b6e9bdf3a742772a1f156615a62	86
26c45fc6cd19a65feb55d99024ecfa06e9655127	85
Other values (891255)	1060714

Length

Max length	40
Median length	40
Mean length	40
Min length	40

Characters and Unicode

Total characters	42446040
Distinct characters	16
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	824083 ?
Unique (%)	77.7%

Sample

1st row	633d99abe270ff7421b8a625ac16b58a04c8ef25
2nd row	828ffe1eb7a1b01e04444d1a2dd1d8bffa8f2a02
3rd row	8db9543fd12d2fb062d560f41d4e8dc3fbe96f8e
4th row	000f0da2c9a16748bf4b3e8df020ed338e33deaa
5th row	1da16d10e9311a4797ec0f5a262ddfd31591bddd

Common Values

Value	Count	Frequency (%)
5f4a3a5a447ed1440fc5b69d841cd0e6a14b9b00	93	< 0.1%
1531d59e4db99a972831cd81e3d931b1ed82df53	87	< 0.1%
58701205375be620edb637aa759c79865870da06	86	< 0.1%
380fb12ec8851b6e9bdf3a742772a1f156615a62	86	< 0.1%
26c45fc6cd19a65feb55d99024ecfa06e9655127	85	< 0.1%
c619c399766219965630f885a87647066f5c9410	85	< 0.1%
b05310d458fa70bb6cdd23209520ab4a3f2c4b9c	85	< 0.1%
89ce892f2500e368329f9acb0fc5e0c376e29510	85	< 0.1%
e638227b9419610933e9d739ad8f546bb7ac882b	85	< 0.1%
f5ba443f792e7df57d499a4fe5ec8321c011c440	84	< 0.1%
Other values (891250)	1060290	99.9%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
5f4a3a5a447ed1440fc5b69d841cd0e6a14b9b00	93	< 0.1%
1531d59e4db99a972831cd81e3d931b1ed82df53	87	< 0.1%
58701205375be620edb637aa759c79865870da06	86	< 0.1%
380fb12ec8851b6e9bdf3a742772a1f156615a62	86	< 0.1%
26c45fc6cd19a65feb55d99024ecfa06e9655127	85	< 0.1%
c619c399766219965630f885a87647066f5c9410	85	< 0.1%
b05310d458fa70bb6cdd23209520ab4a3f2c4b9c	85	< 0.1%
89ce892f2500e368329f9acb0fc5e0c376e29510	85	< 0.1%
e638227b9419610933e9d739ad8f546bb7ac882b	85	< 0.1%
f5ba443f792e7df57d499a4fe5ec8321c011c440	84	< 0.1%
Other values (891250)	1060290	99.9%

Most occurring characters

Value	Count	Frequency (%)
f	2659966	6.3%
9	2655133	6.3%
0	2654777	6.3%
7	2654245	6.3%
d	2653669	6.3%
e	2652983	6.3%
8	2652742	6.2%
6	2652489	6.2%
4	2652335	6.2%
5	2652275	6.2%
Other values (6)	15905426	37.5%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	26528333	62.5%
Lowercase Letter	15917707	37.5%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
9	2655133	10.0%
0	2654777	10.0%
7	2654245	10.0%
8	2652742	10.0%
6	2652489	10.0%
4	2652335	10.0%
5	2652275	10.0%
1	2652178	10.0%
2	2651547	10.0%
3	2650612	10.0%

Lowercase Letter

Value	Count	Frequency (%)
f	2659966	16.7%
d	2653669	16.7%
e	2652983	16.7%
c	2651597	16.7%
a	2649814	16.6%
b	2649678	16.6%

Most occurring scripts

Value	Count	Frequency (%)
Common	26528333	62.5%
Latin	15917707	37.5%

Most frequent character per script

Common

Value	Count	Frequency (%)
9	2655133	10.0%
0	2654777	10.0%
7	2654245	10.0%
8	2652742	10.0%
6	2652489	10.0%
4	2652335	10.0%
5	2652275	10.0%
1	2652178	10.0%
2	2651547	10.0%
3	2650612	10.0%

Latin

Value	Count	Frequency (%)
f	2659966	16.7%
d	2653669	16.7%
e	2652983	16.7%
c	2651597	16.7%
a	2649814	16.6%
b	2649678	16.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	42446040	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
f	2659966	6.3%
9	2655133	6.3%
0	2654777	6.3%
7	2654245	6.3%
d	2653669	6.3%
e	2652983	6.3%
8	2652742	6.2%
6	2652489	6.2%
4	2652335	6.2%
5	2652275	6.2%
Other values (6)	15905426	37.5%

sha256
Categorical

HIGH CARDINALITY

Distinct	891260
Distinct (%)	84.0%
Missing	0
Missing (%)	0.0%
Memory size	8.1 MiB

77980723f53e66234368e2db43fda4e640fcfae134dfdd57c62fb50fd53b2273	93
47c7e5d9a563d3ef09888e3f2f4ae7fdfd1040990bf91fca2fe5fd223d8fabb2	87
17b019e63c290603f93a1a458c977eff624b0c274e988961bfd29a93f7e26f6d	86
559d591e9af936898661179117ee83da3b508b503af91ffcadc3bae2b90168da	86
c0933eeb2b9d391cd155ee57b7dbfc2f951453dce460e47d42dd994f59e1775d	85
Other values (891255)	1060714

Length

Max length	64
Median length	64
Mean length	64
Min length	64

Characters and Unicode

Total characters	67913664
Distinct characters	16
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	824083 ?
Unique (%)	77.7%

Sample

1st row	6db890d533348b90363936295036e0e1063172632d1e5004919d6cf4c43383ea
2nd row	ccd698a9d99763afd58a04cbd9b6d01612d6e8b15caf64b6034d31ce2920ca9e
3rd row	6a4ffa7ffb47768fe7c8af5b9b4ea12d5bae52bd2f71019ce8a30f603d0c914c
4th row	98c5f606adb0443a854e9c1eea645e8a24859faab73296f4db2220840be00a62
5th row	898bc88e1203cdd08021c5bd363403324c9c074ea05fe1825182b2cf769e8c67

Common Values

Value	Count	Frequency (%)
77980723f53e66234368e2db43fda4e640fcfae134dfdd57c62fb50fd53b2273	93	< 0.1%
47c7e5d9a563d3ef09888e3f2f4ae7fdfd1040990bf91fca2fe5fd223d8fabb2	87	< 0.1%
17b019e63c290603f93a1a458c977eff624b0c274e988961bfd29a93f7e26f6d	86	< 0.1%
559d591e9af936898661179117ee83da3b508b503af91ffcadc3bae2b90168da	86	< 0.1%
c0933eeb2b9d391cd155ee57b7dbfc2f951453dce460e47d42dd994f59e1775d	85	< 0.1%
e91ded60e3494715ceb6e49483d30dbbdea24c62bb88ac4084e51e16974ae261	85	< 0.1%
cc1cd93b9095d0797bd0d684ef2c2a3e46ae07ea6ddb28542530184a6757d09c	85	< 0.1%
108b9efc4e110417b093e1630ed886616c8a7b9fa2b4bc0751a45f13910789e8	85	< 0.1%
d4348f4e6ce9c61c482efc1625281d30e25e81ae0615a873bca494cff21ed78b	85	< 0.1%
37a2479359a67db3a81243d3fdc182ddd33dd90d444f4463603e92ba7ca1276c	84	< 0.1%
Other values (891250)	1060290	99.9%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
77980723f53e66234368e2db43fda4e640fcfae134dfdd57c62fb50fd53b2273	93	< 0.1%
47c7e5d9a563d3ef09888e3f2f4ae7fdfd1040990bf91fca2fe5fd223d8fabb2	87	< 0.1%
17b019e63c290603f93a1a458c977eff624b0c274e988961bfd29a93f7e26f6d	86	< 0.1%
559d591e9af936898661179117ee83da3b508b503af91ffcadc3bae2b90168da	86	< 0.1%
c0933eeb2b9d391cd155ee57b7dbfc2f951453dce460e47d42dd994f59e1775d	85	< 0.1%
e91ded60e3494715ceb6e49483d30dbbdea24c62bb88ac4084e51e16974ae261	85	< 0.1%
cc1cd93b9095d0797bd0d684ef2c2a3e46ae07ea6ddb28542530184a6757d09c	85	< 0.1%
108b9efc4e110417b093e1630ed886616c8a7b9fa2b4bc0751a45f13910789e8	85	< 0.1%
d4348f4e6ce9c61c482efc1625281d30e25e81ae0615a873bca494cff21ed78b	85	< 0.1%
37a2479359a67db3a81243d3fdc182ddd33dd90d444f4463603e92ba7ca1276c	84	< 0.1%
Other values (891250)	1060290	99.9%

Most occurring characters

Value	Count	Frequency (%)
0	4265000	6.3%
6	4256187	6.3%
c	4249302	6.3%
2	4247937	6.3%
1	4246338	6.3%
4	4245877	6.3%
f	4244038	6.2%
3	4243740	6.2%
b	4241973	6.2%
5	4241295	6.2%
Other values (6)	25431977	37.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	42459940	62.5%
Lowercase Letter	25453724	37.5%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	4265000	10.0%
6	4256187	10.0%
2	4247937	10.0%
1	4246338	10.0%
4	4245877	10.0%
3	4243740	10.0%
5	4241295	10.0%
7	4240643	10.0%
9	4238123	10.0%
8	4234800	10.0%

Lowercase Letter

Value	Count	Frequency (%)
c	4249302	16.7%
f	4244038	16.7%
b	4241973	16.7%
a	4240556	16.7%
e	4240344	16.7%
d	4237511	16.6%

Most occurring scripts

Value	Count	Frequency (%)
Common	42459940	62.5%
Latin	25453724	37.5%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	4265000	10.0%
6	4256187	10.0%
2	4247937	10.0%
1	4246338	10.0%
4	4245877	10.0%
3	4243740	10.0%
5	4241295	10.0%
7	4240643	10.0%
9	4238123	10.0%
8	4234800	10.0%

Latin

Value	Count	Frequency (%)
c	4249302	16.7%
f	4244038	16.7%
b	4241973	16.7%
a	4240556	16.7%
e	4240344	16.7%
d	4237511	16.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	67913664	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	4265000	6.3%
6	4256187	6.3%
c	4249302	6.3%
2	4247937	6.3%
1	4246338	6.3%
4	4245877	6.3%
f	4244038	6.2%
3	4243740	6.2%
b	4241973	6.2%
5	4241295	6.2%
Other values (6)	25431977	37.4%

imp_hash
Categorical

HIGH CARDINALITY
MISSING

Distinct	147577
Distinct (%)	16.2%
Missing	152315
Missing (%)	14.4%
Memory size	8.1 MiB

dae02f32a21e03ce65412f6e56942daa	66715
359d89624a26d1e756c3e9d6782d6eb0	34261
431cb9bbc479c64cb0d873043f4de547	32005
f34d5f2d4577ed6d9ceec516c1f5a744	29616
73effd46557538d5fa5561eee3ffc59c	24987
Other values (147572)	721252

Length

Max length	32
Median length	32
Mean length	32
Min length	32

Characters and Unicode

Total characters	29082752
Distinct characters	16
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	110378 ?
Unique (%)	12.1%

Sample

1st row	f34d5f2d4577ed6d9ceec516c1f5a744
2nd row	08121d2e08520cab5e5c4384900e0af4
3rd row	0c57d0c2e73797f4b6ac8c85bc087fa7
4th row	238ac99de9ca3c9aca32965c658e76f3
5th row	9892338e2daa9eda983ff8396c009e4e

Common Values

Value	Count	Frequency (%)
dae02f32a21e03ce65412f6e56942daa	66715	6.3%
359d89624a26d1e756c3e9d6782d6eb0	34261	3.2%
431cb9bbc479c64cb0d873043f4de547	32005	3.0%
f34d5f2d4577ed6d9ceec516c1f5a744	29616	2.8%
73effd46557538d5fa5561eee3ffc59c	24987	2.4%
9dc46f318397655dea2844d0fd08e2ab	20844	2.0%
564a77288eeb9f3f0443e960c42cf905	20381	1.9%
835a0f00bf1f2c5420f77cabc26e254c	18068	1.7%
d66b543d0999c7628a55690ef9b1c96e	17193	1.6%
8abecba2211e61763c4c9ffcaa13369e	14345	1.4%
Other values (147567)	630421	59.4%
(Missing)	152315	14.4%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
dae02f32a21e03ce65412f6e56942daa	66715	7.3%
359d89624a26d1e756c3e9d6782d6eb0	34261	3.8%
431cb9bbc479c64cb0d873043f4de547	32005	3.5%
f34d5f2d4577ed6d9ceec516c1f5a744	29616	3.3%
73effd46557538d5fa5561eee3ffc59c	24987	2.7%
9dc46f318397655dea2844d0fd08e2ab	20844	2.3%
564a77288eeb9f3f0443e960c42cf905	20381	2.2%
835a0f00bf1f2c5420f77cabc26e254c	18068	2.0%
d66b543d0999c7628a55690ef9b1c96e	17193	1.9%
8abecba2211e61763c4c9ffcaa13369e	14345	1.6%
Other values (147567)	630421	69.4%

Most occurring characters

Value	Count	Frequency (%)
e	2096937	7.2%
5	2044479	7.0%
6	2026815	7.0%
4	1941976	6.7%
2	1911715	6.6%
3	1874020	6.4%
c	1869358	6.4%
d	1858357	6.4%
f	1833170	6.3%
9	1772689	6.1%
Other values (6)	9853236	33.9%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	18112892	62.3%
Lowercase Letter	10969860	37.7%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
5	2044479	11.3%
6	2026815	11.2%
4	1941976	10.7%
2	1911715	10.6%
3	1874020	10.3%
9	1772689	9.8%
0	1672910	9.2%
7	1662920	9.2%
1	1613515	8.9%
8	1591853	8.8%

Lowercase Letter

Value	Count	Frequency (%)
e	2096937	19.1%
c	1869358	17.0%
d	1858357	16.9%
f	1833170	16.7%
a	1770092	16.1%
b	1541946	14.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	18112892	62.3%
Latin	10969860	37.7%

Most frequent character per script

Common

Value	Count	Frequency (%)
5	2044479	11.3%
6	2026815	11.2%
4	1941976	10.7%
2	1911715	10.6%
3	1874020	10.3%
9	1772689	9.8%
0	1672910	9.2%
7	1662920	9.2%
1	1613515	8.9%
8	1591853	8.8%

Latin

Value	Count	Frequency (%)
e	2096937	19.1%
c	1869358	17.0%
d	1858357	16.9%
f	1833170	16.7%
a	1770092	16.1%
b	1541946	14.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	29082752	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	2096937	7.2%
5	2044479	7.0%
6	2026815	7.0%
4	1941976	6.7%
2	1911715	6.6%
3	1874020	6.4%
c	1869358	6.4%
d	1858357	6.4%
f	1833170	6.3%
9	1772689	6.1%
Other values (6)	9853236	33.9%

icon_dhash
Unsupported

MISSING
REJECTED
UNSUPPORTED

Missing	1061151
Missing (%)	100.0%
Memory size	8.1 MiB

icon_raw_md5
Unsupported

MISSING
REJECTED
UNSUPPORTED

Missing	1061151
Missing (%)	100.0%
Memory size	8.1 MiB

header_hash
Categorical

HIGH CARDINALITY
MISSING

Distinct	115246
Distinct (%)	20.3%
Missing	494704
Missing (%)	46.6%
Memory size	8.1 MiB

cc89e54dc66a5f6ee88d58234c078e9b	50531
ba967c5d211b9e2d2e05a5e3d59eeab9	20409
9fd14c40d4dca5e21aa54c626075766f	19376
cfa14d932599a86407a6162cc2d261fa	15229
4d713ec4bf35d116556f22794429e3fd	14402
Other values (115241)	446500

Length

Max length	32
Median length	32
Mean length	32
Min length	32

Characters and Unicode

Total characters	18126304
Distinct characters	16
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	85577 ?
Unique (%)	15.1%

Sample

1st row	80e8d79434e9e72700963d7f4854c789
2nd row	787cb0d479ed4605d591658878fd54fe
3rd row	7812be1044c3687e15c282cabde070c8
4th row	5e67b3cf402f2e20e86752994cdf70ca
5th row	15c24cef0cf8bed6f36f87b541e70388

Common Values

Value	Count	Frequency (%)
cc89e54dc66a5f6ee88d58234c078e9b	50531	4.8%
ba967c5d211b9e2d2e05a5e3d59eeab9	20409	1.9%
9fd14c40d4dca5e21aa54c626075766f	19376	1.8%
cfa14d932599a86407a6162cc2d261fa	15229	1.4%
4d713ec4bf35d116556f22794429e3fd	14402	1.4%
fec6d6d499d3f24031e6f7c921c9b24e	9402	0.9%
9bd95454056f0c9989e7c7a66ff93096	7513	0.7%
5e67b3cf402f2e20e86752994cdf70ca	7498	0.7%
e0c763a79ff9aae66f1851ba78973447	4210	0.4%
f05a488cd83d3aa2b72c1ddefe58cfce	3858	0.4%
Other values (115236)	414019	39.0%
(Missing)	494704	46.6%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
cc89e54dc66a5f6ee88d58234c078e9b	50531	8.9%
ba967c5d211b9e2d2e05a5e3d59eeab9	20409	3.6%
9fd14c40d4dca5e21aa54c626075766f	19376	3.4%
cfa14d932599a86407a6162cc2d261fa	15229	2.7%
4d713ec4bf35d116556f22794429e3fd	14402	2.5%
fec6d6d499d3f24031e6f7c921c9b24e	9402	1.7%
9bd95454056f0c9989e7c7a66ff93096	7513	1.3%
5e67b3cf402f2e20e86752994cdf70ca	7498	1.3%
e0c763a79ff9aae66f1851ba78973447	4210	0.7%
f05a488cd83d3aa2b72c1ddefe58cfce	3858	0.7%
Other values (115236)	414019	73.1%

Most occurring characters

Value	Count	Frequency (%)
6	1262948	7.0%
e	1249775	6.9%
5	1248142	6.9%
9	1223315	6.7%
c	1217962	6.7%
4	1197005	6.6%
2	1177181	6.5%
d	1174914	6.5%
8	1127724	6.2%
f	1096307	6.0%
Other values (6)	6151031	33.9%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	11324119	62.5%
Lowercase Letter	6802185	37.5%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
6	1262948	11.2%
5	1248142	11.0%
9	1223315	10.8%
4	1197005	10.6%
2	1177181	10.4%
8	1127724	10.0%
7	1031684	9.1%
1	1030718	9.1%
3	1016347	9.0%
0	1009055	8.9%

Lowercase Letter

Value	Count	Frequency (%)
e	1249775	18.4%
c	1217962	17.9%
d	1174914	17.3%
f	1096307	16.1%
a	1088491	16.0%
b	974736	14.3%

Most occurring scripts

Value	Count	Frequency (%)
Common	11324119	62.5%
Latin	6802185	37.5%

Most frequent character per script

Common

Value	Count	Frequency (%)
6	1262948	11.2%
5	1248142	11.0%
9	1223315	10.8%
4	1197005	10.6%
2	1177181	10.4%
8	1127724	10.0%
7	1031684	9.1%
1	1030718	9.1%
3	1016347	9.0%
0	1009055	8.9%

Latin

Value	Count	Frequency (%)
e	1249775	18.4%
c	1217962	17.9%
d	1174914	17.3%
f	1096307	16.1%
a	1088491	16.0%
b	974736	14.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	18126304	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
6	1262948	7.0%
e	1249775	6.9%
5	1248142	6.9%
9	1223315	6.7%
c	1217962	6.7%
4	1197005	6.6%
2	1177181	6.5%
d	1174914	6.5%
8	1127724	6.2%
f	1096307	6.0%
Other values (6)	6151031	33.9%

ssdeep_blocksize
Real number (ℝ_≥0)

SKEWED

Distinct	23
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	67117.30591

Minimum	3
Maximum	12582912
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	8.1 MiB

Quantile statistics

Minimum	3
5-th percentile	192
Q1	1536
median	6144
Q3	49152
95-th percentile	196608
Maximum	12582912
Range	12582909
Interquartile range (IQR)	47616

Descriptive statistics

Standard deviation	364472.0495
Coefficient of variation (CV)	5.430373651
Kurtosis	655.2806505
Mean	67117.30591
Median Absolute Deviation (MAD)	6048
Skewness	21.88682593
Sum	7.122159628 × 10¹⁰
Variance	1.328398749 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=23)

Value	Count	Frequency (%)
6144	130890	12.3%
1536	127964	12.1%
49152	119172	11.2%
12288	110305	10.4%
24576	99536	9.4%
3072	98396	9.3%
768	91174	8.6%
98304	89561	8.4%
384	53829	5.1%
196608	47722	4.5%
Other values (13)	92602	8.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3	216	< 0.1%
6	357	< 0.1%
12	525	< 0.1%
24	3869	0.4%
48	10616	1.0%
96	13616	1.3%
192	26315	2.5%
384	53829	5.1%
768	91174	8.6%
1536	127964	12.1%

Value	Count	Frequency (%)
12582912	460	< 0.1%
6291456	529	< 0.1%
3145728	2305	0.2%
1572864	6817	0.6%
786432	10879	1.0%
393216	16098	1.5%
196608	47722	4.5%
98304	89561	8.4%
49152	119172	11.2%
24576	99536	9.4%

ssdeep_hash1
Categorical

HIGH CARDINALITY

Distinct	816577
Distinct (%)	77.0%
Missing	0
Missing (%)	0.0%
Memory size	8.1 MiB

3Hjk+0oLnWFnzBHv/xWFsg8WatFBGFVWPE5ac0pG/1z+QVMbg1	1033
9rn4CuDcpMkymV5x0RCVZeeUebHCDYp61FmHhe8pTAV02DtEb	696
EL+KpPlK/FsU+/W28Po6TYUBMGUaP0WVXbtMBskOCOtUTFrp76g3IKMaPS2qOPVf	583
K8jNTSo/mOr0l/GPBiYerq6PRca5/suPJEuRwhagbnBO2h5hAmsL8RgLDUkzESmf	452
qEA9P+bz2cHPcUb6HSb4SOEMkBeH7nQckO6bAGx7jXTV+333TY	446
Other values (816572)	1057941

Length

Max length	64
Median length	53
Mean length	48.90169542
Min length	32

Characters and Unicode

Total characters	51892083
Distinct characters	64
Distinct categories	5 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	732203 ?
Unique (%)	69.0%

Sample

1st row	OgOPE0C8bRmidrLixgHeN8fna6EmNSJERF5z3xqq4jakvGHD3DJvP+yS8BWx
2nd row	SG7cl1155MF19bF5S2Xg6XEs1SuxWsBKJhAjHbS0XNPojHHjd0dGHaHB5IUg+V
3rd row	ev2FSZSBf9UAZRIX5DK5sRSUgskf6V6iTghDy4faQ8sgZVah03kVO7TWLhuqEWb0
4th row	eACAdVxYSBw26kcI6LQF7q7pyDzGipvdR4oe9PSji13ugTeoD/E+VE+VE+Cr
5th row	Xe5x6c1noLoHFhzHPe5x6c1f2E5T3He5x6c1noLoHFhzWOs6CkO9brxc

Common Values

Value	Count	Frequency (%)
3Hjk+0oLnWFnzBHv/xWFsg8WatFBGFVWPE5ac0pG/1z+QVMbg1	1033	0.1%
9rn4CuDcpMkymV5x0RCVZeeUebHCDYp61FmHhe8pTAV02DtEb	696	0.1%
EL+KpPlK/FsU+/W28Po6TYUBMGUaP0WVXbtMBskOCOtUTFrp76g3IKMaPS2qOPVf	583	0.1%
K8jNTSo/mOr0l/GPBiYerq6PRca5/suPJEuRwhagbnBO2h5hAmsL8RgLDUkzESmf	452	< 0.1%
qEA9P+bz2cHPcUb6HSb4SOEMkBeH7nQckO6bAGx7jXTV+333TY	446	< 0.1%
n4adWhxSd/FUpoWyKAozKY4TPLKAouKn	443	< 0.1%
z6FJph/ox1M7JtLLpSVurRuTb2syNcGJ	423	< 0.1%
96uHM+1lw+GUlAQXCLpT9pOQoqNASqGebVPMjbdvx9M	413	< 0.1%
LU+qd/XISYeJZA1Wxat38fVqRajhilXwdS/Hy9xHpVKRCwnTIIGxGIVEZN4PjNcx	399	< 0.1%
Hjp5CzCWby2H8sh8nIKWc9fDmuqMR1Cn	305	< 0.1%
Other values (816567)	1055958	99.5%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
3hjk+0olnwfnzbhv/xwfsg8watfbgfvwpe5ac0pg/1z+qvmbg1	1033	0.1%
9rn4cudcpmkymv5x0rcvzeeuebhcdyp61fmhhe8ptav02dteb	696	0.1%
el+kpplk/fsu+/w28po6tyubmguap0wvxbtmbskocotutfrp76g3ikmaps2qopvf	615	0.1%
k8jntso/mor0l/gpbiyerq6prca5/supjeurwhagbnbo2h5hamsl8rgldukzesmf	452	< 0.1%
qea9p+bz2chpcub6hsb4soemkbeh7nqcko6bagx7jxtv+333ty	447	< 0.1%
n4adwhxsd/fupowykaozky4tplkaoukn	443	< 0.1%
z6fjph/ox1m7jtllpsvurrutb2syncgj	423	< 0.1%
96uhm+1lw+gulaqxclpt9poqoqnasqgebvpmjbdvx9m	413	< 0.1%
lu+qd/xisyejza1wxat38fvqrajhilxwds/hy9xhpvkrcwntiigxgivezn4pjncx	400	< 0.1%
hwjcbwjuxk4dv1qt9khiosyi/qwrksmc8j8o0/4f	345	< 0.1%
Other values (802794)	1055884	99.5%

Most occurring characters

Value	Count	Frequency (%)
A	912050	1.8%
i	871984	1.7%
W	869244	1.7%
D	865339	1.7%
j	863819	1.7%
s	858506	1.7%
N	857430	1.7%
o	855559	1.6%
O	855195	1.6%
/	848688	1.6%
Other values (54)	43234269	83.3%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	21274391	41.0%
Lowercase Letter	21016076	40.5%
Decimal Number	7938081	15.3%
Other Punctuation	848688	1.6%
Math Symbol	814847	1.6%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
A	912050	4.3%
W	869244	4.1%
D	865339	4.1%
N	857430	4.0%
O	855195	4.0%
P	844562	4.0%
R	844469	4.0%
M	840274	3.9%
Z	832550	3.9%
K	831463	3.9%
Other values (16)	12721815	59.8%

Lowercase Letter

Value	Count	Frequency (%)
i	871984	4.1%
j	863819	4.1%
s	858506	4.1%
o	855559	4.1%
e	834494	4.0%
y	823627	3.9%
r	820446	3.9%
m	817563	3.9%
l	815512	3.9%
p	815185	3.9%
Other values (16)	12639381	60.1%

Decimal Number

Value	Count	Frequency (%)
6	832106	10.5%
7	829409	10.4%
9	826341	10.4%
8	801914	10.1%
1	795630	10.0%
2	789702	9.9%
5	780670	9.8%
4	778691	9.8%
3	772979	9.7%
0	730639	9.2%

Other Punctuation

Value	Count	Frequency (%)
/	848688	100.0%

Math Symbol

Value	Count	Frequency (%)
+	814847	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	42290467	81.5%
Common	9601616	18.5%

Most frequent character per script

Latin

Value	Count	Frequency (%)
A	912050	2.2%
i	871984	2.1%
W	869244	2.1%
D	865339	2.0%
j	863819	2.0%
s	858506	2.0%
N	857430	2.0%
o	855559	2.0%
O	855195	2.0%
P	844562	2.0%
Other values (42)	33636779	79.5%

Common

Value	Count	Frequency (%)
/	848688	8.8%
6	832106	8.7%
7	829409	8.6%
9	826341	8.6%
+	814847	8.5%
8	801914	8.4%
1	795630	8.3%
2	789702	8.2%
5	780670	8.1%
4	778691	8.1%
Other values (2)	1503618	15.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	51892083	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
A	912050	1.8%
i	871984	1.7%
W	869244	1.7%
D	865339	1.7%
j	863819	1.7%
s	858506	1.7%
N	857430	1.7%
o	855559	1.6%
O	855195	1.6%
/	848688	1.6%
Other values (54)	43234269	83.3%

ssdeep_hash2
Categorical

HIGH CARDINALITY

Distinct	798116
Distinct (%)	75.3%
Missing	1106
Missing (%)	0.1%
Memory size	8.1 MiB

Xo/BHng5HaVG4G/1z+QVMbg1	1035
9r4Ndkf5xUCXUXDY8TDtEb	696
V035iMhL/vGsbTBl2wOs	646
CaqQEkMGUaP3kbCi3B3IraPS	591
IFpoBiYerq6PRc0PJEuRthTLoODtmLvD	458
Other values (798111)	1056619

Length

Max length	32
Median length	24
Mean length	22.76771646
Min length	1

Characters and Unicode

Total characters	24134804
Distinct characters	64
Distinct categories	5 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	714414 ?
Unique (%)	67.4%

Sample

1st row	OrPj7bAOna6EmNSJERFl3xqq4jvvGH7g
2nd row	fuQ95SEDXEwxWsBKwzbSQqjQG6UeV
3rd row	s2uSBfeAZRPioe4fuZYPVSTWLfM
4th row	ekxeI6LQF+wxooe9aji17sr
5th row	wjWDFTwjWRH1brxc

Common Values

Value	Count	Frequency (%)
Xo/BHng5HaVG4G/1z+QVMbg1	1035	0.1%
9r4Ndkf5xUCXUXDY8TDtEb	696	0.1%
V035iMhL/vGsbTBl2wOs	646	0.1%
CaqQEkMGUaP3kbCi3B3IraPS	591	0.1%
IFpoBiYerq6PRc0PJEuRthTLoODtmLvD	458	< 0.1%
692bz2Eb6pd7B6bAGx7s333T	446	< 0.1%
LU+qNXI2VqREhilXwdSvy99pVGCwnTID	443	< 0.1%
njdWxu/mpodKACXCzKATY	443	< 0.1%
zekqtLLpFRuH2sy	442	< 0.1%
IK3d3/eSivpwrVaOTLibdvxmC	431	< 0.1%
Other values (798106)	1054414	99.4%
(Missing)	1106	0.1%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
xo/bhng5havg4g/1z+qvmbg1	1035	0.1%
9r4ndkf5xucxuxdy8tdteb	696	0.1%
v035imhl/vgsbtbl2wos	646	0.1%
caqqekmguap3kbci3b3iraps	625	0.1%
ifpobiyerq6prc0pjeurthtloodtmlvd	458	< 0.1%
692bz2eb6pd7b6bagx7s333t	448	< 0.1%
lu+qnxi2vqrehilxwdsvy99pvgcwntid	443	< 0.1%
njdwxu/mpodkacxczkaty	443	< 0.1%
zekqtllpfruh2sy	442	< 0.1%
ik3d3/esivpwrvaotlibdvxmc	431	< 0.1%
Other values (783446)	1054378	99.5%

Most occurring characters

Value	Count	Frequency (%)
j	488626	2.0%
D	460886	1.9%
A	422830	1.8%
v	412684	1.7%
W	411313	1.7%
e	411254	1.7%
i	409676	1.7%
f	407274	1.7%
o	406604	1.7%
6	400029	1.7%
Other values (54)	19903628	82.5%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	9938370	41.2%
Uppercase Letter	9789465	40.6%
Decimal Number	3659541	15.2%
Other Punctuation	378241	1.6%
Math Symbol	369187	1.5%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
j	488626	4.9%
v	412684	4.2%
e	411254	4.1%
i	409676	4.1%
f	407274	4.1%
o	406604	4.1%
y	396934	4.0%
u	395321	4.0%
n	390074	3.9%
p	389733	3.9%
Other values (16)	5830190	58.7%

Uppercase Letter

Value	Count	Frequency (%)
D	460886	4.7%
A	422830	4.3%
W	411313	4.2%
P	397700	4.1%
O	396352	4.0%
N	392177	4.0%
S	383236	3.9%
X	381966	3.9%
C	378494	3.9%
R	377386	3.9%
Other values (16)	5787125	59.1%

Decimal Number

Value	Count	Frequency (%)
6	400029	10.9%
5	384101	10.5%
4	380812	10.4%
7	367310	10.0%
3	365813	10.0%
1	362804	9.9%
9	362564	9.9%
8	351951	9.6%
0	343161	9.4%
2	340996	9.3%

Other Punctuation

Value	Count	Frequency (%)
/	378241	100.0%

Math Symbol

Value	Count	Frequency (%)
+	369187	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	19727835	81.7%
Common	4406969	18.3%

Most frequent character per script

Latin

Value	Count	Frequency (%)
j	488626	2.5%
D	460886	2.3%
A	422830	2.1%
v	412684	2.1%
W	411313	2.1%
e	411254	2.1%
i	409676	2.1%
f	407274	2.1%
o	406604	2.1%
P	397700	2.0%
Other values (42)	15498988	78.6%

Common

Value	Count	Frequency (%)
6	400029	9.1%
5	384101	8.7%
4	380812	8.6%
/	378241	8.6%
+	369187	8.4%
7	367310	8.3%
3	365813	8.3%
1	362804	8.2%
9	362564	8.2%
8	351951	8.0%
Other values (2)	684157	15.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	24134804	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
j	488626	2.0%
D	460886	1.9%
A	422830	1.8%
v	412684	1.7%
W	411313	1.7%
e	411254	1.7%
i	409676	1.7%
f	407274	1.7%
o	406604	1.7%
6	400029	1.7%
Other values (54)	19903628	82.5%

tlsh
Categorical

HIGH CARDINALITY

Distinct	871658
Distinct (%)	82.1%
Missing	29
Missing (%)	< 0.1%
Memory size	8.1 MiB

T1DE739D13B4E1C832C05146F42D66C7A9EA3B74710E69819BFBAD5F0E6FB42C0992D19F	93
T109D49D11F6AC80B5E07BD13DC9A3875AE6713C9847B943C79255EB2A2E736E05D3E320	87
T181448E1275E1C0BBD47311300CE65B7AEBBAFA251B6647A3A347CF592F3261147362CA	87
T126673359C7C1F2E2E9BB553C21F63B86CA0D5D8E7180DFB90EE1978D29B85C99439203	86
T131673359C7C1F2E2E9BB553C21F63B86CA0D5D4E7180DFB90AE1D78D29B85C9A439203	86
Other values (871653)	1060683

Length

Max length	72
Median length	72
Mean length	72
Min length	72

Characters and Unicode

Total characters	76400784
Distinct characters	17
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	793901 ?
Unique (%)	74.8%

Sample

1st row	T1F4632A086B8E4770D2BD9FB71873A21053B1E517A761EB4C6FD680DB3B63F410A05BA6
2nd row	T126561222B7D1C03BE57305745A38D36995B5B9605E3284CFB39C2B1EEB30A92D939B13
3rd row	T117756B1EBA6C00A9C6AEC079C5839D0BDEF0705103669BDB66E1CE590F13BF56B7A740
4th row	T194D44ACB6EDC80BAE15E22373856B735B526ED004AB4B2C73E63797DD93B5410A6C603
5th row	T16B967D17F6A500F9D16AC53486569232FB71B8560B34ABDF5350C62A1F33BE0AE3E721

Common Values

Value	Count	Frequency (%)
T1DE739D13B4E1C832C05146F42D66C7A9EA3B74710E69819BFBAD5F0E6FB42C0992D19F	93	< 0.1%
T109D49D11F6AC80B5E07BD13DC9A3875AE6713C9847B943C79255EB2A2E736E05D3E320	87	< 0.1%
T181448E1275E1C0BBD47311300CE65B7AEBBAFA251B6647A3A347CF592F3261147362CA	87	< 0.1%
T126673359C7C1F2E2E9BB553C21F63B86CA0D5D8E7180DFB90EE1978D29B85C99439203	86	< 0.1%
T131673359C7C1F2E2E9BB553C21F63B86CA0D5D4E7180DFB90AE1D78D29B85C9A439203	86	< 0.1%
T107673359C7C1F2E2E9BB553C21F63B8ACA0D5D4E7180DFB90EE1978D29B85C99439203	85	< 0.1%
T10F573344C3C1E6D1EA93AAB860F7BB91D99D9C4F3AC4DFF90AD8C39C18B05C98661507	85	< 0.1%
T1C9673359C7C1F2E2E9BB553C21F63B86CA0D5D8E7180DFB90EE1978D29B85C99439203	85	< 0.1%
T13A673359C7C1F2E2E9BB553C21F63B86CA0D5D8E7180DFB90EE1978D29B85C99439203	85	< 0.1%
T166673359C7C1F2E2E9BB553C21F63B86CA0D5D8E7180DFB90EE1978D29B85C99439203	85	< 0.1%
Other values (871648)	1060258	99.9%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
t1de739d13b4e1c832c05146f42d66c7a9ea3b74710e69819bfbad5f0e6fb42c0992d19f	93	< 0.1%
t181448e1275e1c0bbd47311300ce65b7aebbafa251b6647a3a347cf592f3261147362ca	87	< 0.1%
t109d49d11f6ac80b5e07bd13dc9a3875ae6713c9847b943c79255eb2a2e736e05d3e320	87	< 0.1%
t126673359c7c1f2e2e9bb553c21f63b86ca0d5d8e7180dfb90ee1978d29b85c99439203	86	< 0.1%
t131673359c7c1f2e2e9bb553c21f63b86ca0d5d4e7180dfb90ae1d78d29b85c9a439203	86	< 0.1%
t107673359c7c1f2e2e9bb553c21f63b8aca0d5d4e7180dfb90ee1978d29b85c99439203	85	< 0.1%
t10f573344c3c1e6d1ea93aab860f7bb91d99d9c4f3ac4dff90ad8c39c18b05c98661507	85	< 0.1%
t1c9673359c7c1f2e2e9bb553c21f63b86ca0d5d8e7180dfb90ee1978d29b85c99439203	85	< 0.1%
t13a673359c7c1f2e2e9bb553c21f63b86ca0d5d8e7180dfb90ee1978d29b85c99439203	85	< 0.1%
t166673359c7c1f2e2e9bb553c21f63b86ca0d5d8e7180dfb90ee1978d29b85c99439203	85	< 0.1%
Other values (871648)	1060258	99.9%

Most occurring characters

Value	Count	Frequency (%)
1	6181001	8.1%
3	6113467	8.0%
7	5573229	7.3%
2	5423852	7.1%
6	5070457	6.6%
B	5069790	6.6%
0	4541723	5.9%
5	4508103	5.9%
A	4475568	5.9%
9	4275827	5.6%
Other values (7)	25167767	32.9%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	49811565	65.2%
Uppercase Letter	26589219	34.8%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	6181001	12.4%
3	6113467	12.3%
7	5573229	11.2%
2	5423852	10.9%
6	5070457	10.2%
0	4541723	9.1%
5	4508103	9.1%
9	4275827	8.6%
4	4248220	8.5%
8	3875686	7.8%

Uppercase Letter

Value	Count	Frequency (%)
B	5069790	19.1%
A	4475568	16.8%
E	4245243	16.0%
F	4102897	15.4%
D	4027618	15.1%
C	3606981	13.6%
T	1061122	4.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	49811565	65.2%
Latin	26589219	34.8%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	6181001	12.4%
3	6113467	12.3%
7	5573229	11.2%
2	5423852	10.9%
6	5070457	10.2%
0	4541723	9.1%
5	4508103	9.1%
9	4275827	8.6%
4	4248220	8.5%
8	3875686	7.8%

Latin

Value	Count	Frequency (%)
B	5069790	19.1%
A	4475568	16.8%
E	4245243	16.0%
F	4102897	15.4%
D	4027618	15.1%
C	3606981	13.6%
T	1061122	4.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	76400784	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	6181001	8.1%
3	6113467	8.0%
7	5573229	7.3%
2	5423852	7.1%
6	5070457	6.6%
B	5069790	6.6%
0	4541723	5.9%
5	4508103	5.9%
A	4475568	5.9%
9	4275827	5.6%
Other values (7)	25167767	32.9%

vhash
Categorical

HIGH CARDINALITY
MISSING

Distinct	224152
Distinct (%)	21.9%
Missing	37683
Missing (%)	3.6%
Memory size	8.1 MiB

08403e0f7d1019z39z1bz1fz	10272
07403e0f7d1019z39z1bz1fz	10225
09403e0f7d1019z39z1bz1fz	9403
0450870d050c0d060f7d6az1904fz2lz	6376
0150575d151c0d1038z101bfz13z3fz	5134
Other values (224147)	982058

Length

Max length	74
Median length	62
Mean length	29.73545533
Min length	5

Characters and Unicode

Total characters	30433287
Distinct characters	63
Distinct categories	9 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	159250 ?
Unique (%)	15.6%

Sample

1st row	274036551511d09d483e8450
2nd row	066056651d15555270d02002300a41z32z120f3z10804009003dz
3rd row	116076655d556d15155132z122z633z51z4013z1013z34z20634z4
4th row	155066655d15551e6.z2
5th row	086046651d555060204005200857z3035z22z9c2z11097z

Common Values

Value	Count	Frequency (%)
08403e0f7d1019z39z1bz1fz	10272	1.0%
07403e0f7d1019z39z1bz1fz	10225	1.0%
09403e0f7d1019z39z1bz1fz	9403	0.9%
0450870d050c0d060f7d6az1904fz2lz	6376	0.6%
0150575d151c0d1038z101bfz13z3fz	5134	0.5%
016066655d15157501b8z5d3z87z1pz	4001	0.4%
017036651d104012z18006dhz12z581za1z67z	3928	0.4%
06403e0f7d1019z39z1bz1fz	3893	0.4%
114025151"z	3604	0.3%
0450870d050c0d060f7d7az1904fz2lz	3590	0.3%
Other values (224142)	963042	90.8%
(Missing)	37683	3.6%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
08403e0f7d1019z39z1bz1fz	10272	1.0%
07403e0f7d1019z39z1bz1fz	10225	1.0%
09403e0f7d1019z39z1bz1fz	9403	0.9%
0450870d050c0d060f7d6az1904fz2lz	6376	0.6%
0150575d151c0d1038z101bfz13z3fz	5134	0.5%
016066655d15157501b8z5d3z87z1pz	4001	0.4%
017036651d104012z18006dhz12z581za1z67z	3928	0.4%
06403e0f7d1019z39z1bz1fz	3893	0.4%
114025151"z	3604	0.4%
0450870d050c0d060f7d7az1904fz2lz	3590	0.4%
Other values (224142)	963042	94.1%

Most occurring characters

Value	Count	Frequency (%)
1	4777283	15.7%
5	4572754	15.0%
0	4286015	14.1%
z	3443832	11.3%
6	2676710	8.8%
3	1732253	5.7%
d	1546681	5.1%
7	1181159	3.9%
2	1105261	3.6%
4	964867	3.2%
Other values (53)	4146472	13.6%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	22517964	74.0%
Lowercase Letter	7643225	25.1%
Other Punctuation	140817	0.5%
Close Punctuation	61487	0.2%
Math Symbol	54217	0.2%
Open Punctuation	8606	< 0.1%
Currency Symbol	5373	< 0.1%
Dash Punctuation	1597	< 0.1%
Modifier Symbol	1	< 0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
z	3443832	45.1%
d	1546681	20.2%
f	697966	9.1%
c	504234	6.6%
b	458797	6.0%
a	415486	5.4%
e	308348	4.0%
h	94289	1.2%
n	38492	0.5%
l	32255	0.4%
Other values (16)	102845	1.3%

Other Punctuation

Value	Count	Frequency (%)
"	71893	51.1%
!	29541	21.0%
?	16914	12.0%
&	9900	7.0%
#	4745	3.4%
@	3749	2.7%
.	3518	2.5%
;	430	0.3%
:	51	< 0.1%
,	50	< 0.1%
Other values (2)	26	< 0.1%

Decimal Number

Value	Count	Frequency (%)
1	4777283	21.2%
5	4572754	20.3%
0	4286015	19.0%
6	2676710	11.9%
3	1732253	7.7%
7	1181159	5.2%
2	1105261	4.9%
4	964867	4.3%
8	743535	3.3%
9	478127	2.1%

Math Symbol

Value	Count	Frequency (%)
\|	38502	71.0%
=	12939	23.9%
~	2730	5.0%
+	20	< 0.1%
<	20	< 0.1%
>	6	< 0.1%

Close Punctuation

Value	Count	Frequency (%)
)	61468	> 99.9%
}	15	< 0.1%
]	4	< 0.1%

Open Punctuation

Value	Count	Frequency (%)
[	8523	99.0%
{	68	0.8%
(	15	0.2%

Currency Symbol

Value	Count	Frequency (%)
$	5373	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	1597	100.0%

Modifier Symbol

Value	Count	Frequency (%)
^	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	22790062	74.9%
Latin	7643225	25.1%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	4777283	21.0%
5	4572754	20.1%
0	4286015	18.8%
6	2676710	11.7%
3	1732253	7.6%
7	1181159	5.2%
2	1105261	4.8%
4	964867	4.2%
8	743535	3.3%
9	478127	2.1%
Other values (27)	272098	1.2%

Latin

Value	Count	Frequency (%)
z	3443832	45.1%
d	1546681	20.2%
f	697966	9.1%
c	504234	6.6%
b	458797	6.0%
a	415486	5.4%
e	308348	4.0%
h	94289	1.2%
n	38492	0.5%
l	32255	0.4%
Other values (16)	102845	1.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	30433287	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	4777283	15.7%
5	4572754	15.0%
0	4286015	14.1%
z	3443832	11.3%
6	2676710	8.8%
3	1732253	5.7%
d	1546681	5.1%
7	1181159	3.9%
2	1105261	3.6%
4	964867	3.2%
Other values (53)	4146472	13.6%

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

The dendrogram allows you to more fully correlate variable completion, revealing trends deeper than the pairwise ones visible in the correlation heatmap.

First rows

	Unnamed: 0	filename	win_count	authentihash	filetype	codesize	timestamp	malicious	undetected	resources_len	sections_len	file_md5	sha1	sha256	imp_hash	icon_dhash	icon_raw_md5	header_hash	ssdeep_blocksize	ssdeep_hash1	ssdeep_hash2	tlsh	vhash
0	0	2022042404/2022042404_42	1	a974d4fa617685b5e963ca760e89d866c077e7d33803f6d91031ebd7565711b5	Win32 EXE	68608	2100	5	63	1	3	c041a5a3fb1337b533b9b4be0ceb720d	633d99abe270ff7421b8a625ac16b58a04c8ef25	6db890d533348b90363936295036e0e1063172632d1e5004919d6cf4c43383ea	f34d5f2d4577ed6d9ceec516c1f5a744	NaN	NaN	NaN	1536	OgOPE0C8bRmidrLixgHeN8fna6EmNSJERF5z3xqq4jakvGHD3DJvP+yS8BWx	OrPj7bAOna6EmNSJERFl3xqq4jvvGH7g	T1F4632A086B8E4770D2BD9FB71873A21053B1E517A761EB4C6FD680DB3B63F410A05BA6	274036551511d09d483e8450
1	1	2022042404/2022042404_42	2	e3558e3e31f9056644987b13d1d5e0dd08386a913b1f600c981fea24b4f7b87f	Win32 EXE	1046016	2014	20	50	53	5	d5f4e9ca6eb5485ec6e45e2e38ac0919	828ffe1eb7a1b01e04444d1a2dd1d8bffa8f2a02	ccd698a9d99763afd58a04cbd9b6d01612d6e8b15caf64b6034d31ce2920ca9e	08121d2e08520cab5e5c4384900e0af4	NaN	NaN	80e8d79434e9e72700963d7f4854c789	98304	SG7cl1155MF19bF5S2Xg6XEs1SuxWsBKJhAjHbS0XNPojHHjd0dGHaHB5IUg+V	fuQ95SEDXEwxWsBKwzbSQqjQG6UeV	T126561222B7D1C03BE57305745A38D36995B5B9605E3284CFB39C2B1EEB30A92D939B13	066056651d15555270d02002300a41z32z120f3z10804009003dz
2	2	2022042404/2022042404_42	3	1cb6f7ee0d88e3dcfcf846f0c6759b2916343a4c72efe2e27e364148950b24c5	Win64 DLL	1092608	2022	0	68	2	7	7f93bdeff761a2384dd118bee08b8977	8db9543fd12d2fb062d560f41d4e8dc3fbe96f8e	6a4ffa7ffb47768fe7c8af5b9b4ea12d5bae52bd2f71019ce8a30f603d0c914c	0c57d0c2e73797f4b6ac8c85bc087fa7	NaN	NaN	787cb0d479ed4605d591658878fd54fe	24576	ev2FSZSBf9UAZRIX5DK5sRSUgskf6V6iTghDy4faQ8sgZVah03kVO7TWLhuqEWb0	s2uSBfeAZRPioe4fuZYPVSTWLfM	T117756B1EBA6C00A9C6AEC079C5839D0BDEF0705103669BDB66E1CE590F13BF56B7A740	116076655d556d15155132z122z633z51z4013z1013z34z20634z4
3	3	2022042404/2022042404_42	4	2af7ca37a35d181aa744a1f3441ded69346d443726a63507f21688d2e8e8fecc	Win32 DLL	159744	2022	28	38	57	6	a0a868691d98f5218a9664515a167d1d	000f0da2c9a16748bf4b3e8df020ed338e33deaa	98c5f606adb0443a854e9c1eea645e8a24859faab73296f4db2220840be00a62	NaN	NaN	NaN	7812be1044c3687e15c282cabde070c8	6144	eACAdVxYSBw26kcI6LQF7q7pyDzGipvdR4oe9PSji13ugTeoD/E+VE+VE+Cr	ekxeI6LQF+wxooe9aji17sr	T194D44ACB6EDC80BAE15E22373856B735B526ED004AB4B2C73E63797DD93B5410A6C603	155066655d15551e6.z2
4	4	2022042404/2022042404_42	5	9085a1b3f841a9c72ed6b86794ef80397384694b6153b9fb1fdd7ab432dbaa26	Win32 EXE	536576	2019	41	27	57	4	2d5a50ea51c9701678fe055aa7691e52	1da16d10e9311a4797ec0f5a262ddfd31591bddd	898bc88e1203cdd08021c5bd363403324c9c074ea05fe1825182b2cf769e8c67	238ac99de9ca3c9aca32965c658e76f3	NaN	NaN	5e67b3cf402f2e20e86752994cdf70ca	98304	Xe5x6c1noLoHFhzHPe5x6c1f2E5T3He5x6c1noLoHFhzWOs6CkO9brxc	wjWDFTwjWRH1brxc	T16B967D17F6A500F9D16AC53486569232FB71B8560B34ABDF5350C62A1F33BE0AE3E721	086046651d555060204005200857z3035z22z9c2z11097z
5	5	2022042404/2022042404_42	6	a83ece2d895541fec74d65abbfc840f97eec7238755f6777162217d51423fc12	Win32 EXE	6144	2008	17	52	0	4	ab8278be12de637286ac77c99f29ffb6	f8e3192ea4061c9b4fedb65da57b273ff5102a76	15a2ffc189b3152f99b080755b3cd03d354f1229183befc50290a54103b6e2c8	9892338e2daa9eda983ff8396c009e4e	NaN	NaN	NaN	192	3R5Fhp8cdwpHR3AkPLiM79mLU2Pcbiy3w	B5FZdgAkTiM79mgLbiy	T11C42640BB4404967C28488B859BE1176DA5247CB832C958BFBECAC3627B47E4F03F16C	014046565d1f1az14hz205jz
6	6	2022042404/2022042404_42	7	b3673a97d2bb484158daddbf92f4d6c4b7f86000966b2166a2f3c6888e41c6e2	Win32 EXE	138752	2022	0	69	2	5	aab25f4409a5f41297ab99a80c177b87	cc7e3bafaaa2d675bce8797d0cebb49d9fdb87be	e598d27664d494015e6f2b91b00fee957ea3086777b3d67b1d7ef30e0c74f3b9	478c40eb40e9d7273ece054a2a32a7a0	NaN	NaN	15c24cef0cf8bed6f36f87b541e70388	3072	rCGhdh38P6Llq6KWmKDedQjlDKvawWVHoCo+VR79W5u4ft	OGXEKdxadQjp/U+VRE/t	T1DD046C313959C073E9D751B169ECAB7A902DAA340B1684DBB3C44F6D9A256F31F32E03	015056655d15156az29jz1az65z3
7	7	2022042404/2022042404_42	8	cd30c0854f56330bf2dcb9cc49ba77af4fa91e602ca30adb2d97bad0a8a69ad7	Win32 EXE	51712	1992	54	14	4	4	048dd5ab558d527f76a6d1557535525c	bdad48cac00fed3a6f7c2f9e05bf59551a5e3d65	8a98bad2148093c3d5d8e68828871a227b2b810a2df20ea2960081749bec8413	5662cfcdfd9da29cb429e7528d5af81e	NaN	NaN	NaN	49152	caRzcN7LUN81ZwxxtGLJcxTefsszGVolMdggxLRkdYvQc	T0sIZwj+JGe0MGVWMd5jmc	T15285335F9C86BAB2EF024AF09DADD6FDCA473B08DA1850ED7F5D070C87A8786451C468	01604f5f6d1d1038z1d9z1bz3fz
8	8	2022042404/2022042404_42	9	b737863ed06ca9206805e11e262071950ae831a81588e99834ce5fcd450b308d	Win32 EXE	376832	1992	50	19	8	3	078405ecc11b53f0a1206faa9c87ff87	a2f70aa0dccb3c988cd8b6621a3f5368c27ae862	5b5aa321f9c2cfd7665fd5ee5cfafb1c181dc41cddec4d689aaecf0a6a58d25d	87bed5a7cba00c7e1f4015f1bdae2183	NaN	NaN	NaN	6144	YwB7G0tqD8EjHjhPzdSh6wj7mK3DTWm1LkS8CXFMrJRjM	Y6GV8EjNLda7kzM	T1C3C5E970E7C04E37F19451F05AC9EA6CB26AB1A58F865B0B3854C689BAC07F6DB0F1D1	02603e0f7d1bz2!z
9	9	2022042404/2022042404_42	10	3de45e00d7f69e8527a6030abced71498faa32285e2c44ef38c8568e67b20480	Win32 EXE	376832	1992	51	18	8	3	0e05f91ae2dcb5c0a4ed7946a5ea29e0	bc066195a5897543be5c4b59e648e9d1b8ccd172	0252da9b696c926247e44b0327c220f415e549786913614df4927b0dc09f6686	87bed5a7cba00c7e1f4015f1bdae2183	NaN	NaN	NaN	6144	YwB7G0tqD8EjHjhPzdSh6wj7mK3DTWm1LkS8CXT	Y6GV8EjNLda7V	T1F8D4E870F7C04E36E1D451F05AC9F9ACB2AAB1A58F46570B3854C689BAC0BF6DA0F1D1	06503e0f7d1bz2!z

Last rows

	Unnamed: 0	filename	win_count	authentihash	filetype	codesize	timestamp	malicious	undetected	resources_len	sections_len	file_md5	sha1	sha256	imp_hash	icon_dhash	icon_raw_md5	header_hash	ssdeep_blocksize	ssdeep_hash1	ssdeep_hash2	tlsh	vhash
1061141	1061141	2022042606/2022042606_7	654370	9dd1bceff31ad7d467c869aaa455f5b5ff92a71fbcf7670682a6f011f91f5589	Win32 DLL	92160	2018	0	68	3	5	d53285af74178fc2151fd51f1f4d27b7	e46e8675c05b70564b2caf0a2e30b9cfc157997f	22c95a194cc4001868d2fe9b4b4026547ef83874c48133de481c7e9602be60be	0a8e8791cc6d492cdd78d74e9449fbda	NaN	NaN	a02bba62f1f8b540952206ca021f2ccd	3072	xLj+ThifD/Qo8JRUufApN40+uUbBvCzA54/OfUoR7ivY4V1	Rj+Thk/Q3PYN40+uWBvow4/OfUEHQ1	T189D37E4277044031E9EF02FD6ABDA71DD67F6674CF2044D3A2B86A596DA02D36E38317	115056655d151550e8z2fwz1a004700d
1061142	1061142	2022042606/2022042606_7	654371	a94ba40bcf6b1c39e67de264f50fa0eeb9a116bbcd19d8ffc9849f45273f4366	Win64 EXE	12800	2021	0	68	7	7	df9db24f2149edfb9354aba417a0b8d4	e856fd25b95c5475a4825601987adf06c8ea8b44	49e78ac12cf2e7bc5460cc6f6b7eb1dd23dd211a11e80e3986fa58b6301605cd	ff0dfa05658a149b7b21130a1a8daedb	NaN	NaN	NaN	393216	psqEcC6zOna7KsX50JCkqKhZLpePiFdW7/snvmMtUleCKGDPJ/myLEt9FPtZi	p3Ec7Oa7K80JnhZLc6FU7/snvmMUQfG7	T1092733270672F968D7E38AFBC123C5E743EA32BA097B2EB74F28934615463854D571C8	027076651d151515751az33hz1lz
1061143	1061143	2022042606/2022042606_7	654372	59d00772b6282e695594d9f3fcbdc04001461c9fd880119fd27c9c5980756dd2	Win32 DLL	37376	2021	0	67	2	5	10a12618d0362aebf3f2a340ddcba3e9	e69386f9c036bfed72e4b8725ae4d344b59ed3ba	9bec7603bc13e5be1fea7713cc9b42f08fc58d90bada63f4fc5f24d316238cb0	cd9848c9c0e71b1d38a0a307df5808d5	NaN	NaN	d84083565bf0ed3585e7178f3f01157f	768	yYGFRDkiRk+zSqm2H8fR4eeHOqZtSFG5XvoSqqfdShDO963n2fEDxeByAx61	yzFCCkxS8HeupG9ovqfkDOAUv41	T17B535B10B391D073E0A66934647986B24A7E7C32A6F984CB7FC607792F713C2B679316	164056655d15151038z53bz3qz7
1061144	1061144	2022042606/2022042606_7	654373	74a8f3665c5ecb62af5099ebca12f9cb7d11c59f758908e79121948c6b5c8598	Win32 DLL	3554816	2051	0	68	1	3	d1d232a987f3fba9e1612112dbe8185b	e51888cad47690d579cdf5566ef2f3c78786927d	42b96348ebca6cea287a9c2c4a3614e772ea594667cb168e6439414fcbadb1d3	dae02f32a21e03ce65412f6e56942daa	NaN	NaN	NaN	24576	LOkuRMk0mZk7qDL2PtBLhM7RU7R2/8QcVYtkd	LOk4P4dmRU7R2/8QcVD	T100F56424C219C537EFA35D751F5098E41E2018E98342FE1A2BFD3B3588C5B5E26BB927	33603665151ff191ffff716812ff
1061145	1061145	2022042606/2022042606_7	654374	e748ab9a4a55cf1587b4f2ad004b314151816f512771c72d7d8a6ea092130321	Win32 DLL	532992	2009	5	63	64	5	8e299a445406dfb7ea061eb3268cc60e	140e7b1db0db320fdae21875786ce6ef4afc6fe1	5c65fbd12cc2a21fab399b967b75713f23b19fc04d3059b4b0c7379b246ba85f	6121a49841bf6f5b3700c1ebbb28be41	NaN	NaN	75872b7d8b8c2d02246a4e4163da10b4	12288	bCR0sfbz8QwSOh+PBFayDTAZju0sBdZ7ATm8zIK	b9GX8JSOM5FayDTAZa0GdZ7G9EK	T1AEF46D15F7B5C4B4E2CE44318619ABF550F4EB4ACA2168D377C0EE2E1F36899C12AE4D	175056651d55155az25127z5bz7ez7
1061146	1061146	2022042606/2022042606_7	654375	3b6f942a2326a882175544b315a2ad3b6d556c9137c5337ece8e3a4da7e79ea1	Win32 DLL	89600	2021	0	67	1	3	1eed49cf4fb28fa72c64bdb748599e45	08d8a5f9b32de6ca088adb00944fa665eada498e	7006f3be5d86c1e9ded3cdd2dd46b68286f24c815a9bf3246124d48bfd5ab80c	dae02f32a21e03ce65412f6e56942daa	NaN	NaN	NaN	1536	9NWNscUj0lOyz+TiENBpsWZBm/kSA6LI7tgc3ZbhsFIlTygNYnzWPGDyg5F3	CNsiz+TiENBJZBmjA6LIlyWTygNYnzWw	T12893C75563F48F25CF7D45B8B170606F86B0A2632236E361BEDD36CB0F66741122AB63	3940366515122081a66e3074a
1061147	1061147	2022042606/2022042606_7	654376	c562020fc79f3e6a3d1eb018862762b090f09ee0861b94a77617a2abff8855ff	Win64 EXE	12800	2022	0	68	7	8	d87951576cb526141c5b603134e9894e	94c4930d2ead92673bb3db16c57e85ac8b9554e8	a82feb7de1254535c64bdec9bb4158c6467bfb08a2e79ddb478425144eadc283	ff0dfa05658a149b7b21130a1a8daedb	NaN	NaN	NaN	24576	XxoOHjpi221Elxms5Kdz84Gi1vU3r16iVZ5b8YH/lmvo6I6f/5cPk/OvVH5YOmcT	VH+1jw4GiiVZF8Yflmva05B+cgT	T17A853321A1D518EEE610C2F8FA3316A4AFEBB92B5B0355CB959C8DDD5E77CC200713A4	016086651d1515101575bz33hz1lz
1061148	1061148	2022042606/2022042606_7	654377	9fb21cbb6755d4d0994799cc8cf5032c5610785266133e9dc7dd96589245a7cc	Win32 DLL	0	2003	0	68	37	1	0f098e585d5725b0ec4a4c0c8fc0338e	4616e13e04e905b21d89078c79e83160c56c3882	a98174de809e619bb7ff2f003ff9c5a6562a759039a1640f09f63907188b89a5	NaN	NaN	NaN	e0c763a79ff9aae66f1851ba78973447	384	lhvgkHJJYtIHWaHJTRjw0Nb7v+IBFRjJl0huQWHD8FRwIAXOVlw/	l5DUGHWapTRjjt+8Eh2HDmwLL	T1FFF219C0A99C8443E862B97047E1D6E3FE3AB2D32140422F698DE1972AD1FC5AB1D17D	1340151"z
1061149	1061149	2022042606/2022042606_7	654378	c1e8d8472d59403e769dc57871d3bec542e03594501fc52d24badc80b4dd377d	Win32 EXE	290304	2021	0	69	23	5	6d7f41caf66d212e7980d026f3630c54	1d68e552ca6a2daa3e25b36e1c23ce84aad30d71	a72091a87ebe4fba66047ed28dc660bc29d1b2b453828155d91c3df0fa0d3913	71eb1d9a951968cb72ec6e02b7a7c403	NaN	NaN	23127b0c2b1eb39d63e529781b4ec5fc	3072	ryIxth8QlWrHLitw29d/jdkdbugb8mRMhvrxO5m8fmuaCP+0zHgtNpTgM5uQMuLY	roGt7jjdkdugBRcDpo+0g+6FOmELH	T12884C7C1F69D9121FAB3A23027366FF4D468AB6DF775504B2780252E93215D36838F2B	035056655d15156088z1f7z601bz17z15z
1061150	1061150	2022042606/2022042606_7	654379	f86eb16db949bf2159145881150a757f575b728a5e67a3eed86677f5028db9d1	Win64 DLL	0	2022	0	67	2	2	2fbf41cb92a9966547afa83898bc0a8d	4ebd0e88732768c1a1d23e8994a0b9432175c38b	dfc3230655b4d395c1da888380f31683a0eaecf525bed0f5dde8348ff6cc02e0	NaN	NaN	NaN	dc22fcf08c8a793facfd74caa55b21e1	98304	lhZ8DDFVYd3nWD9EvwMO2mXl0ro2G/xPLk7Z6WpkGcgJ8+oA/9	fbdWD9KwMho0rob5DMZ6zGTJ8C/9	T10606334F7B23B5DCE3034B78592B1D3CA7D1A4B20540FA0BA05A56A8FEEA708CB53951	136025157"z

Overview

Variables

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Connector Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Lowercase Letter

Most occurring scripts

Most frequent character per script

Common

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Category Frequency Plot

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Decimal Number

Lowercase Letter

Space Separator

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Lowercase Letter

Most occurring scripts

Most frequent character per script

Common

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Lowercase Letter

Most occurring scripts

Most frequent character per script

Common

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category